{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Custom embedder for parametric UMAP. \n",
    "This notebook shows you how to run a UMAP projection with a custom embedder. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:13:15.369321Z",
     "start_time": "2021-04-20T16:13:15.358876Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow_probability as tfp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:13:15.385007Z",
     "start_time": "2021-04-20T16:13:15.371905Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.2'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfp.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:13:16.585987Z",
     "start_time": "2021-04-20T16:13:15.387070Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:13:16.591434Z",
     "start_time": "2021-04-20T16:13:16.587500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.4.1'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:13:16.917685Z",
     "start_time": "2021-04-20T16:13:16.592628Z"
    }
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras.datasets import mnist\n",
    "(train_images, Y_train), (test_images, Y_test) = mnist.load_data()\n",
    "train_images = train_images.reshape((train_images.shape[0], -1))/255.\n",
    "test_images = test_images.reshape((test_images.shape[0], -1))/255."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-16T22:12:46.790121Z",
     "start_time": "2020-08-16T22:12:46.759185Z"
    }
   },
   "source": [
    "### create parametric umap model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:13:19.859722Z",
     "start_time": "2021-04-20T16:13:16.919201Z"
    }
   },
   "outputs": [],
   "source": [
    "from umap.parametric_umap import ParametricUMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:13:19.864293Z",
     "start_time": "2021-04-20T16:13:19.861240Z"
    }
   },
   "outputs": [],
   "source": [
    "embedder = ParametricUMAP(\n",
    "    global_correlation_loss_weight = 0.1, \n",
    "    n_epochs=25,\n",
    "    verbose=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:35.426794Z",
     "start_time": "2021-04-20T16:13:19.865644Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ParametricUMAP(global_correlation_loss_weight=0.1,\n",
      "               optimizer=<tensorflow.python.keras.optimizer_v2.adam.Adam object at 0x7f6c166c6730>)\n",
      "Construct fuzzy simplicial set\n",
      "Tue Apr 20 09:13:20 2021 Finding Nearest Neighbors\n",
      "Tue Apr 20 09:13:20 2021 Building RP forest with 17 trees\n",
      "Tue Apr 20 09:13:21 2021 parallel NN descent for 16 iterations\n",
      "\t 0  /  16\n",
      "\t 1  /  16\n",
      "\t 2  /  16\n",
      "\t 3  /  16\n",
      "\t 4  /  16\n",
      "Tue Apr 20 09:13:30 2021 Finished Nearest Neighbor Search\n",
      "Tue Apr 20 09:13:32 2021 Construct embedding\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/cube/tsainbur/Projects/github_repos/umap/umap/parametric_umap.py:303: UserWarning: Setting tensorflow to run eagerly for global_correlation_loss.\n",
      "  warn(\"Setting tensorflow to run eagerly for global_correlation_loss.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "923/923 [==============================] - 29s 31ms/step - loss: 0.2051 - global_correlation_loss: -0.6232 - umap_loss: 0.2674\n",
      "Epoch 2/10\n",
      "923/923 [==============================] - 34s 37ms/step - loss: 0.1035 - global_correlation_loss: -0.6369 - umap_loss: 0.1671\n",
      "Epoch 3/10\n",
      "923/923 [==============================] - 30s 32ms/step - loss: 0.0875 - global_correlation_loss: -0.6163 - umap_loss: 0.1491\n",
      "Epoch 4/10\n",
      "923/923 [==============================] - 29s 32ms/step - loss: 0.0784 - global_correlation_loss: -0.6051 - umap_loss: 0.1389\n",
      "Epoch 5/10\n",
      "923/923 [==============================] - 29s 31ms/step - loss: 0.0725 - global_correlation_loss: -0.6000 - umap_loss: 0.1325\n",
      "Epoch 6/10\n",
      "923/923 [==============================] - 29s 31ms/step - loss: 0.0683 - global_correlation_loss: -0.5937 - umap_loss: 0.1276\n",
      "Epoch 7/10\n",
      "923/923 [==============================] - 28s 31ms/step - loss: 0.0644 - global_correlation_loss: -0.5900 - umap_loss: 0.1234\n",
      "Epoch 8/10\n",
      "923/923 [==============================] - 29s 31ms/step - loss: 0.0620 - global_correlation_loss: -0.5868 - umap_loss: 0.1207\n",
      "Epoch 9/10\n",
      "923/923 [==============================] - 29s 31ms/step - loss: 0.0597 - global_correlation_loss: -0.5804 - umap_loss: 0.1178\n",
      "Epoch 10/10\n",
      "923/923 [==============================] - 29s 31ms/step - loss: 0.0582 - global_correlation_loss: -0.5797 - umap_loss: 0.1162\n",
      "1875/1875 [==============================] - 1s 682us/step\n",
      "Tue Apr 20 09:18:35 2021 Finished embedding\n"
     ]
    }
   ],
   "source": [
    "embedding = embedder.fit_transform(train_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:35.430906Z",
     "start_time": "2021-04-20T16:18:35.428266Z"
    }
   },
   "outputs": [],
   "source": [
    "embedding = embedder.embedding_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:35.804963Z",
     "start_time": "2021-04-20T16:18:35.433333Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:36.563095Z",
     "start_time": "2021-04-20T16:18:35.806582Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots( figsize=(8, 8))\n",
    "sc = ax.scatter(\n",
    "    embedding[:, 0],\n",
    "    embedding[:, 1],\n",
    "    c=Y_train.astype(int)[:len(embedding)],\n",
    "    cmap=\"tab10\",\n",
    "    s=0.1,\n",
    "    alpha=0.5,\n",
    "    rasterized=True,\n",
    ")\n",
    "ax.axis('equal')\n",
    "ax.set_title(\"UMAP in Tensorflow embedding\", fontsize=20)\n",
    "plt.colorbar(sc, ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### measure at global structure as correlation of pairwise distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:36.566471Z",
     "start_time": "2021-04-20T16:18:36.564526Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.stats\n",
    "import sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:36.630552Z",
     "start_time": "2021-04-20T16:18:36.567600Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r^2=0.5481080601471058, p=0.0\n"
     ]
    }
   ],
   "source": [
    "nex = 1000\n",
    "sample1 = np.random.randint(len(train_images), size=nex)\n",
    "sample2 = np.random.randint(len(train_images), size=nex)\n",
    "x1 = train_images[sample1]\n",
    "x2 = train_images[sample2]\n",
    "z1 = embedding[sample1]\n",
    "z2 = embedding[sample2]\n",
    "x_dist = sklearn.metrics.pairwise_distances(x1, x2).flatten()\n",
    "\n",
    "z_dist = sklearn.metrics.pairwise_distances(z1, z2).flatten()\n",
    "\n",
    "corr, p = scipy.stats.pearsonr(x_dist, z_dist)\n",
    "print(\"r^2={}, p={}\".format(corr, p))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:37.004894Z",
     "start_time": "2021-04-20T16:18:36.631969Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Embedding distances')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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taY7w9fuXs3ZHE4eMquEzJ0zixKlDez0VPl9e2byPHzyxjrf2tLLgwqO6XGw9qLKU0lB2e5k+S2ZLVXW2iLyiqrPc9zxNAPHyt/I3YCDwD+DRtIcxpg+JJ7Soai5u2t3CJXcvZdOeFm4+eya/+/TRnDRtWNEkMoBZ4wdx+wVHMbS6jGseWklzu0oj7UX7/sZxUbc3lpo9PwWIeGnoJZlVquq3VfV+VX0g9ehFsMYYn0ntFl0sdx1e2byPz96zlHAswe0XHMWph3RvdqCfDKgo4XtnzWRnQ4SbHltDZ6NlPtrfLFeuw1ksPU5E7sWZo/EtLw29JLO/d7SDaFe62mFURM53tw94TUSeE5HDvbY1xmRHse0W/dSanXzlvleprSzltxcdzSGjBhQ6pF57z9iBfOHkKfxz7S4WvrK1w/NiiSTJvlgc06Wqi4GPAp8G7gNmq+q/vLT1ksy+ipPQ2kSkUUSaRKSxq0YedxjdCLxfVQ8DbgQWdKOtMSYLimm36Pte2szVC1dy8Kga7rhwNmMGVRQ6pKw5/7jxvHfyEH68eD2v72zq8Ly+PNToVv6Iq+qj7gzGuIic5aVtl8lMVWtUNaCqFao6wH3t5Veh/TuMqmoUSO0wmn7t51R1n/vyBZztATy1Ncb0XlusOHaLTiSVHy1+nZ/8Yz0nTx/Gz8+dxcDK3JR3KpSACNd95FAGVIS4euFKWqOZ759FiuU3j565TlUbUi9UtR5n6LFLnqbFiMggETlGRE5KPTw06+4Oo5cAj3e3rYhcmtohNR7v/OapMeYd0XiS5oj//2MMxxL898IV/HnJFs45ehw3nf2evFTwKIRBVaXcMH8mdftauXXRuozn9PH7ZplykqeV4l2eJCL/hTPUOBZ4FTgOeB5nEXWnTTO8l/FXQBE5BSeZndjdtu6uqAvAmZrfRUzGGJyeTjHMXGxojXHFX5ezoq6Byz84lXOPGV/okHLuqAmDuOTESfzmPxs5euJgPnzYqAOOJ1WJJ5KEfLhhZxYsFZEf4dxmUuDLOOvOuuT1ntnRwFuqegowC3jbQztPO4yKyGHAHcB8Vd3TnbbGmO4rlk02t+5r47/uWcra7U3cdPbMfpHIUi4+YRJHjq/l1ifWsnH3u9fO9uGhxi8DUeDPwF9w6jJ+yUtDL8ksrKphABEpU9W1wHQP7fbvMCoipTg7jD6cfoKIjAceBD6lqq93p60xpmeao/6f8LF6WyOX3L2E+tYoPz9vFqce4o8K/PkSDAg3zJ9JRUmQqxeuIBw7sBfdV4caVbVFVa9U1dmqepSqXqWqnipheElmdSJSCzwELBaRv+Ghl6SqceAy4AlgDXC/qq4Skc+LyOfd064FhgC/EpFXRWRpZ229/IGMMR1riyUIx/zdJXt2w26+cO/LlJcE+c2FszliXG2hQyqIYTVlXPeRGbzxdgs/Xvz6AcdiiWSn69GKlYhME5EFIvKkiPwz9fDUtjt/ISLyfpxqII+raqyH8eaMlbMy5kDp5axiiST1bfm7T9aTclYLX9nKrYvWMm1EDT/6xOEMydEeXsXkl09v4J7n3+LG+TM4fcbI/e/XVpZQFur9RBgv5axE5E7gDGCXqs503/sB8BGcYcE3gIvd2Yft224CmoAEzrT72Z18znLgdpz7ZPu/WVW1y/tmXfbMROT3aRf8t6o+DNzZVTtjjH+k9ibzK1Xltn+9wS2Pr+XYyUO47YIjLZG5PnfSZN4zZiDff3wtW/a27n8/z0ONdwFz2r23GJjprhN+Hbiqk/anqOoRnSUyV1xVb1PVl1T15dTDS4BehhlnpL9wFzQf5eXixpjCU3VmLvp1wkcskeS7j6zmruc2Mf+I0fzw44flZN+uYhUKBrjxrBmEAsI1D63cn8TymcxU9Rlgb7v3nnRvCcGB64R74xER+aKIjBKRwamHl4YdJjMRuUpEmoDD3Mofje7rXTjFh40xRaA5miCW8GcmC8cSXPGX5Ty+cgefO2kyV8092Dd7j/nJqIEVXHPGoazd0cQvnt4AQNzdfToLQqm1uu7j0h5c4zO8s064PQWeFJGXPVz7IuCbwHM4Q40vA0u9BNDhrz+q+n3g+yLyfVXtrPtojPEpP0/4aI3G+cb9y3llcz1XzzuEM48YXeiQfO3904bxidlj+fOSLRw1fhDvnz6MaDzpaWPPLnR6H6srInI1EAfu7eCUE1R1m7vR82IRWev29N5FVSf1NA4vffm/i0iVqraIyAXAkcBPVfWtnn6oMSb3ovEkLVnYZDMXmiNxvvbnV1m5tYHrz5zBnJkju25k+PIHprK8roEbH13NtJHHUB4KZiOZ9ZiIXIQzMeRU7WA2oapuc7/uEpGFOOUKMyYz95ozcWry7t+JVFXv6SoWL/3524BWt6L9t4C3gC4vbIwpnERSqW+L+nJLl8a2GF+57xVWbWvke2fNtETWDaWhADedNZNEUvnOQ6toiRZuUrmIzAG+DZypqq0dnFMlIjWp58DpwMpOrnkd8HP3cQpwK3Cml3i8JLO4m3Hn4/TIfgrUeLm4MSb/VJWGtpgvE1l9a5TL/vgKr+9s4paPvqffLYbOhnGDK7lq7sGs2NrA7f9+k1gequiLyH04ZQyni0idiFwC/AInFyx21wnf7p47WkQec5uOAJ51p9y/BDyqqos6+aiPAacCO1T1YuBwwNO0Vi/DjE0ichVwAXCSO5uxb5WrNqYPaQzH8/IfXHftaY7wlfteZfPeVn7wscN575QhhQ6paJ0+YyRL39rHPc+/xQkHDeVDM3Lbu1XVczO8/dsOzt0GzHOfv4mTkLxqU9WkiMRFZADOhMPJXhp66Zl9Emfb6ktUdQdO9fofdCM4Y0yetEUT7yp95AdvN0X44r3L2LKvlR99whJZNnz9tGlMGVbFlQ+8xs7GcKHDyZalbsWp3+DMZFyG06PrUrcqgPidVQAx/Vk0nqS+NXrA9hI7duwsWDypCiA7G8N88d5l7G2J8qNPHM6s8YMKFlNf8+bbzVx81xKOGFfLvf91HMFApg1HOuelAkghiMhEYICqvubl/M7WmT3rfm1KW2fmeadpY0z+JJLufbJCB9LOtvo2Pvf7l9nXGuVn58yyRJZlk4dVc/W8Qxg9sMKXQ8vdJSJPpZ6r6iZVfS39vU7bWs/MmOKmquxrjWX8z6yQPbNoaQ1funcZ4ViCn507i0NGedmg3nRHVVmIKndqvkj3e2Vuu4L3zESkHKgEngZO5p09LQfg1AI+pKtrdDgBpKsSIqq6t7Pjxpj8aIr4b8LHlvow1z/5OvGE8svzj2TaCJsAnW015aG+VPbrc8DlwGice2WpZNaIs1FnlzrsmYnIRpwyJAKMB/a5z2uBzb1ZqZ0r1jMz/U1bNEFjuOO1RoXomW3aG+baRRsJBoP88rxZTB5WnfcY+jIBBlSUUF6SncXSfuiZpYjIl1X15z1p2+E9M1WdpKqTcfYU+4iqDlXVITirvR/sWajGmGyJJZI0dZLICuGN3W1c8/hGggHh9guOtESWZQIMrMxeIvOhHWmLrK8RkQdF5EgvDb1MzT9aVVML4FDVx4H39yxOY0w2JJNKfau/Jnys29XKdxZtpDwU4OZ5k5gwxBe/7PcZIlBbWZqVPcx87Duq2iQiJwIfAu7GqULVJS/JbLebISeKyAS3qOSeXgRrjOmlhrYYSR9N3lq9o4XrnthETVmQmz88iVEDbC+ybBKBQZWllIb6/I4CqUWSHwZuU9W/AaVeGnr5mzkXGAYsdB/D3PeMMQXQFI4R9dGEjxXbm7n+yU0Mqghx87zJDK/29H+P8SggwuDKUkqCfT6RAWwVkV8DnwAeE5EyvOUpm5pvTDEJxxI0tHm/T5brCSBrdjo9suHVpdw4ZyKDKt+pdJdaNG16LhgQBlWW9mgxtFc+mwBSibOj9QpVXS8io4D3qOqTXbXtM/M6jenr4okkjd1IZLm2YXcbNzz5FkMqS96VyEzvlQQD1FaUEMhhIvMLERmgqo042778y31vME4pxd5tzmmM8Y9kUqn3UYWPt/aFuf6JTVSXBbnBElnWlQYD1FaW9HghdBH6I85M+Zd5Z0lYiuKh2LAlM2OKQGM4RiLpj1S2tSHCtYs2URIUbpgzkWF2jyyrykNBBlSE+lMiQ1XPcL/mbqdpt8zIJcAMDtz58zM9/VBjjHfNkTiRuD8mfOxsivKdRRtRVW6Ya7MWs628JMjAiv7Xy+1qLZmqLuvqGl56Zr8H1uLM+b8BOB9Y4yVAY0zvhGMJWiLxQocBwJ7WGNcu2kg4luSmuZMYV1vedaM+SsQZCiwNBSgNBggGhERSSaiSTEJClURSSe5/T7scIq4sDVJT3v8Smet/3a/lwGxgOc5Q42HAi8CJXV3ASzI7SFU/LiLzVfVuEfkjTlUQY0wOxRPJTktV5VNDW5xrF22ivi3BDXMmMmlIRaFDyqv05FUSDGScJh8KSqf/oaqb4DIlvNJQgKqy/nvXR1VPARCRPwGXquoK9/VM4Aov1/Ayfz/101TvXnggMLHb0RpjPFN1t3TxwW2y5kiC657YxK6mKN85bQLTh1cWOqScE6AsFKC6LMTgqlKG15RTW1lKZWmox+u9RIRQMEBZKEhFaZDqshADK0oYVFXq+0QmIneKyC4RWZn23mARWSwi692vGff3EZE5IrJORDaIyJVdfNTBqUQGoKorgSO8xOjlX2WBG+Q1wMPAauB/vFzcGNMzjW1x4j6Y8NEaS/DdJzexpT7CVaeOZ+YoXyxHyjrB6XlVl4UYVFnK8AFO8qoq63ny6mPuwln/le5K4ClVnQo85b4+gIgEcarezwUOBc4VkUM7+Zw1InKHiJwsIu8Xkd/g8baWl18HnlLVfcAzuNMjRcR3FfON6StaInHC8UTXJ+ZYJJ7ke4vfYsPuNq78wHiOHNv3tnERgeqyEBUlwX41e7C7VPUZd+fndPNx9h4Dp4biv4BvtzvnGGCDqr4J+4cR5+N0ijK5GPgC8FX39TNksTbjAxne+6uXi3fVvRSRg0XkeRGJiMgV7Y5tEpEVIvKqiHhaNGdMsYvEEzT7YMJHLJHk+09tZvWOVr520liOndD3NtYsLwkytKqMytL+NQ0+g5CILE17XOqx3QhV3Q7gfh2e4ZwxwJa013XuexmpalhVf6yqZ7uPH6tq2NMfoqMDInIwznT8gSLy0bRDA0ibot9J+1T38jT3D7BERB5W1fSMvBf4CnBWB5c5RVV3d/VZxvQFiaR2q1RVrsSTyg+e3sIrW5u57MTRnDSlttAhZVVJMEBNuQ0fpomr6uwcXTvTbwk5GT/vbJhxOs6K7FrgI2nvNwGf9XDtLruXqroL2CUiH+5e2Mb0LX6Z8JFIKj99po4XNzfx2eNGcdq0TjecLyoBEWrKQ315L7B82ykio1R1u1tDcVeGc+qAcWmvxwLbchFMh8nMLb3/NxF5r6o+34NrZ+peHtuN9go8KSIK/FpVF2Q6ye0SXwpQWmqVCExxagzHiRW4Er6qcttz23jmzQY+ddQIzjh0SEHjyRaB/bMH+/lwYrY9DFwE3OJ+/VuGc5YAU915FluBc4DzchGMlwkgr4jIl+h+BZDedi9PUNVtIjIcWCwia1X1mXdd0ElyC8Cpmt+N6xuTN9u2dfzLaDiWpClS2AkfqsodL+5g8ev7+MThw/jY4cMKGk+2pKbXh2xIsVdE5D6cyR5DRaQOuA4nid0vIpcAm4GPu+eOBu5Q1XmqGheRy3DWJgeBO1V1VSef8wjvzhMNOMWGf93Z/bNcVgDpVfdSVbe5X3eJyEKcYct3JTNjilk8oTRHCz9z8Q8v7+Tvq/dw5owhnHdkpvv4xSUYEKrLbEgxW1S1oz0sT81w7jZgXtrrx4DHPH7Umzh7Zt7nvv4ksBOYBvwG+FRHDXNZAaTH3UsRqQIC7vbZVcDpOInUmD4jqUpjJF7w+2T3v7qLv762mw9NH8RnjhmZtaG4XO+llokITBk/hspSm2pfpGap6klprx8RkWdU9SQR6bBHB96SWfsKIDvwUAGko+6liHzePX67iIzE6T4OAJIicjnOwrqhwEL3mzEE/FFVF3mI1Zii0RROUOgNo/+2cjf3LtvFyVMG8vnjRxd1AigLCVWlQd9X0zCdGiYi41V1M4CIjMfJBwDRzhp6+VdPVQD5Ds4Nv2rgWi9RZepequrtac934Aw/ttcIHO7lM4wpRi2RBNFEYbtkj63Zw50v7eCEiQP4yvvGEijSRBYMQE1Z0Kba9w3fAJ4VkTdw5l1MAr7ojtDd3VlD0UKPcWRRVVWVtrS0FDoMY94lfQJIJJ6kMVzY+2T/eH0fP392K8eMr+HbHxhPqEh3Mw4FYGBF6IBEPHr06AJGVHxEpFVVfVOnTETKgINxktnabCya/npnDVX1R92K0BhDPKk0F3jm4r/fqOcXz25l1phqvnXKuKJNZGUhoabM7o31QUfh3MoKAYeJCKp6T1eNOhtmTBVimw4cjTPECM4CaptVaEw3qSpN4TiFrB/83KYGfvJMHTNGVnHVqeOLdmiuoiRAdZnNVOxrROT3wBTgVSD1W58CPU9mqvpd9+JPAkeqapP7+nrgL72K2Jh+qCmSoJAbRi/Z3MgPn97CtGGVXHPaeMpCxZnIqkoDVJZaIuujZgOHag/uf3n5bh7PgbNIoth+ZsZ0S1ssQSReuC7ZK1ubuOWfW5g0pIJrT59ARRGuvxKBAeVBS2R920pgZE8ael00/ZK7cFmBs+liVokx5h3ReJKWaOG6ZCu3t3DzPzYzrraM6z80gaoiTAYBN5EV67Co8WwosFpEXgIiqTdV9cyuGnaZzFT1JhF5HHif+9bFqvpKTyM1pj9JJgtbQHjtrlZuXPwWw2tK+e6HJlJThGuwggEYWB4iWKQTVUy3XN/Thp6+s1V1GbCspx9iTH9V3xYjWaBMtn53G999YhODKkPcOGciAyuKL5GVBoWa8mDRroEz3aOq/+5p2+L77jamSDSFYwWrhL9pb5jrF22iuizIjXMmMriypCBx9IZNve8/RORZVT1RRJo4sNCwAKqqXe4O29k6szJVjXR03BjTsXAsQWuBCghvqQ9z7aKNlIWE782dxLDq4tsaqbI0UJT39kzPqOqJ7tears7tSGd3U5+H/fP+jTEexRNJGgu0Y/T2xgjfeXwTIsKNcycxoqa4EpmIU5rKEln/IiKDO3t4uUZnw4ylInIRcLyIfLT9QVV9sKeBG9NXqSr1bbHc7AvfhZ1NUa55fBMJVW6aO4kxA8sKEEXPBdxEVlqk699Mr7yMM7woOMvB9rnPa3H2SpvU1QU6S2afx9m7rBan6kc6BSyZGdNOQ1uMRAFKfOxpiXHtoo20xRJ8b+4kxg8q77qRjwQDMKA8VLSltUzvqOokABG5HXjYLVKPiMwFPujlGp1VAHkWp3rxUlX9bRbiNaZPa4nEiRSgxMe+1hjXPL6RhnCCG+ZMZPKQirzH0BuZigWbfutoVf186oWqPi4iN3pp6KU//3sR+YqI/NV9fFlEim9qlDE5FIknaI7E8/659W1xrl20iT2tMa49bQLThlXmPYbeKAsJtZbIfE1EpovIq2mPRnfvyfRzThaRhrRzPG0TlsFuEblGRCaKyAQRuRrY46Whl6n5vwJK3K/gbFt9G/BfPQrVmD4m4S6Mzrf6tjjfeXwjO5qifOf0CRw60je7eHhixYKLg6quA44AEJEgsBVYmOHU/6jqGb38uHOB69Ku/4z7Xpe8JLOjVTV9o8x/isjy7sVnTN9ViAof7RPZYaOq8xtAL1WXBYqyPqThVOANVX0rFxdX1b3AV3vS1ksyS4jIFFV9A0BEJvNOaX5j+rVCLIwu5kSWmnpfrBX7+6iQiCxNe71AVRd0cO45wH0dHHuv29HZBlyhqqu8BiAij0DHk4CzUpsR+CbwtIi8iTNVcgJwsdcgjemrCrEw2rlHVpyJLCBOjcVQ0O6P+UxcVWd3dZKIlAJnAldlOLwMmKCqzSIyD3gImNqNGH7ofv0oTtX8P7ivzwU2ebmAeNk2xt3GejrvbGPty8ogVVVV2tLSUugwTD+QSCp7WiKehxd37NjZ689MJbLtjcWXyPJZLHj06NE5/4y+RERaVbXLG64iMh/4kqqe7uHcTcBsVd3dzVieUdWTunovE6+FhiPAa90Jypi+SlWpb43m9T5ZQ3oiO624EpkVC+4zzqWDIUYRGQnsVFUVkWNwZsp7moXYzjARmayqb7rXnQQM89LQCg0b001NkTjxPC6MbmiL8530RDa6eBJZeYlQXWrFgoudiFQCpwGfS3vv8wCqejvwMeALIhIH2oBzerJbNPA14F/ubS1wNoL+XMenp8XYs8/zJxtmNLkWjiV6NA2/p8OMxZzIClUs2IYZu8frMGO+uLe1DnZfer6t1eWUIhF5QEQ+LCI2/cj0a/kuIFysiUzcXaGtWLDpLrcH+E3gMlVdDowXEU9r17wkqNuA84D1InKLiBzcVQNj+pp8FxBOT2TXFFEic2Ys2tR702O/A6LAe93XdcD3vDTs8jtOVf+hqucDR+JMkVwsIs+JyMVW1sr0F43heN4KCLdPZIcXSSILujUWS4KWyEyPTVHVW4EYgKq24cyi75Kn7zoRGQJ8GqeE1SvAT3GS2+IeBGtMUWmLJgjH8rOerFgTWUnQqbFoVe9NL0VFpAJ3AbWITAE83TPrcjajiDyIczPu98BHVHW7e+jP7VaNG9PnxBJJmsL5uU/WGC7ORFYWEmrKbMaiyYrrgEXAOBG5FzgBpyPVJS89sztU9VBV/X4qkbmzTehq1biIzBGRdSKyQUSuzHD8YBF5XkQiInJFd9oak2uqTgHhfAwuNobjXPN48SWyipIAA8pDlshMVqjqYpwqIJ/GWdM2W1X/5aWtl2SW6ebb8101cqsr/xKYCxwKnCsih7Y7bS/wFd4pZdKdtsbkVGNbfu6TFWsiqyq1qvcmJ96PU9D4FOB9Xht1OMzorugeA1SIyCzeuQk3APCyadIxwIa0ldx/AuYDq1MnqOouYJeIfLi7bY3JpdZonHA89/fJ0ktUFUsis2LBJldE5FfAQbxTaeRzIvJBVf1SV207u2f2IZyu3ljgR2nvNwH/7SGuMcCWtNd1wLEe2nWrrYhcClwKUFpa6vHyxnQsGk/SHM79RptvN0e5dtEm9rbGi2YdmQgMKAtSaonM5Mb7gZmp6iEicjewwkvDDpOZqt4N3C0i/09VH+hBUJkG0b2O2Xhu625VsACcCiAer29MRslkfu6TbW+McO2iTbREE1z/oYkcMsL/O0QHAzCgzKrem5xaB4wHUvuljcNjXeDOhhkvUNU/ABNF5Ovtj6vqjzI0S1fnBpIyFmefGy9609aYHmsMx0jmuMTb5n1hrl20iXhSuXHOJKYMrcjp52VDPqvem/4nbT+zgcAaEXnJfX0s8JyXa3Q2zJiq1dXTsY8lwFS36vFWnE3dzstDW2N6pCUSJxLP7Uabb+xu4/onNxEU4eZ5kxg/qDynn5cNJUFhgFW9N7n1w65P6Vxnw4y/dr9+tycXVtW4iFwGPAEEgTtVdVV6pWV3kslSnEklSRG5HDhUVRszte1JHMZ4EY0naY7k9j7Z2l2t3PDkJipLgtw4dyKjBpTl9POywdaQmXxQ1X+nvxaRAXRzV5cuq+aLyK040/PbcBazHQ5c7g5B+opVzTc9kUwqe1qiOR1efHLZG9z0j80Mqgxx45yJDKv2/2SlipLinHpvVfO7x09V890JfTfi5JskzvwJVdXJXbX1MiXpdFVtBM7AuZc1DaeqsTFFL1VAOJeJ7NkNu7lh8VsMry7h5nmTiiKR2RoyUyDfBGao6kRVnayqk7wkMvDWjUsVE54H3Keqe23IwfQVjW1xYonc3Sd7as1Orv3bKiYMKuP6D01kQLm/98MVgerSIOUlNvXeFMQbQGtPGnr5yXpERNbidPu+KCLDgHBPPswYP2mJ5HZh9GMrtnPj31czc8xArjx5tO/397I1ZMYHrgKeE5EXSSswrKpf6aqhp52mRWQQ0KiqCXfztAGquqMXAeeE3TMzXvV0x2ivHni5jlufWMcxEwdz68cOo2Hv7px9VjY4+5D1jTVkds+se7zcMxORTTgFMxJAvH1dXnGG636KM4LXCnxaVZf1IJaXgGdxFkrvHzJx1z13yuuYxyE4683Sz7+nO0Ea4xe53jH69y+8xS/+uYH3TR3KTWfPpCwUpCFnn9Z7tobMeHSKqnb0W9lcYKr7OBZnU2evFZ/SxVX1XeuavfCyBczvgSnAqzhZGZzFbJbMTNFJJpV9rbmp8KGq/OY/G/ntsxv54CHD+e6ZMwj5fKNKm3pvsmQ+cI9bhuoFEakVkVFpW4Z59bQ7o/ERDhxm3NtVQy89s9k4a7+sVJQpaqktXXIxc1FV+dlTG/jjS5v58GGjuHreIb7v6VSWBnx/H8/kRajd3pQL3DKB6RR4UkQU+HWG45nq6Y4BupvMUsUxrmr32V3OaPSSzFYCI3sQlDG+0hSJE83BzMWkKrcuWsfCV7by8aPG8vXTp/m6WoZVvTftvOseWAYnqOo2ERkOLBaRtar6TNrx3tTifaeB6qTutknx8t08FFgtIk+IyMOpR08/0JhCaI3GaYtmf+ZiPJHku4+sZuErW7nwvRP4hs8TWTAAteUhS2SmW1R1m/t1F7AQZ5uudL2qpysi30p7/vF2x272cg0vPbPrvQZkjB9F4gmacrClSySe4OqFK/nP+t187qTJXHzCRF/fe7Iai6YnRKQKCKhqk/v8dOCGdqc9DFzm7j15LNDQzftl5wC3us+vAv6SdmwOHrYd6zKZqeq/RWQCMFVV/+FOzbeBdlMU4olkTqbgt0TiXPGX5SzbXM8Vp0/j47PHdd2ogCpKAlSVBnydbI1vjQAWut87IeCPqroovc4u8BjOtPwNOFPzL+7mZ0gHzzO9zsjLbMbP4mx+ORhnVuMY4Hacba2N8a1Uqapsz/eob41y+Z9f5fUdzXz3zBnMmTkyux+QZdVlASpK7PdP0zOq+iZOTd7279+e9lyBLneD7uxjOnie6XVGXoYZv4QzPvoigKqud28CGuNrDW0xEsnsZrJdTWG+/MdX2FYf5n8+9h7eN3VYVq+fTQGBAeVBSny+PMAY4HARacTphVW4z3Ffe9onyUsyi6hqNDU84S6ctmn6xteawrGs7022ZW8rX77vFRraYvzknCM4asKgrF4/m0IBGGALoU2RUNVeDx14SWb/FpH/xsmWpwFfxFnQZowvtUUTtGZ55uL6XU185b5XSSSVX51/JIeMGpDV62eTLYQ2/ZGX8YcrgbdxamV9DudG3zW5DMqYnorGkzSFszvhY0VdA1/4wzKCAeH2C/ydyCpLAwwoD1kiM/2Ol9mMSRF5CHhIVd/OfUjG9EwiqdS3RbM6Bv7Cm3v49gOvMbS6jJ+fO4vRtRVZvHr22EJo0991+J0vjutFZDewFlgnIm+LyLX5C88Yb1SV+tZoVmcuPrVmJ9+4fzljB1Wy4FNH+TaR2UJoYzofZrwcOAE4WlWHqOpgnMVwJ4jI1/IRnDFeNbbFiWdx5uLDy7dxzUMrOXT0AG47/0iGVJdl7drZVBYSBlX0ja1bjOmNzpLZhcC5qrox9Ya73uAC95gxvtDQFsvqJpv3vvgWNz26hqMnDuZn58xiQEVJ143yLDWsaPfHjHF0ds+sJNPeNar6toj476fb9DuqSmNb9naLVlV+/e83+d1zmzj14OFcf+YMX+66HApATXmIkE27N2a/zpJZtIfHjMk55x5ZLGtV8JOq/PCJdTywbCtnHj6aK+ce7Ms1WlaWypjMOktmh6etwk7neUW2Mbmg6mywGctSIosnktzw99U8sWon5x87ni9/4CDfJYuAQLXNVjSmQx0ms2ysyDYm25ydoqNZm+zR0BrjuodX8fybe/jCyVO46L0TfJfISoLOImg/9hSN8QsvFUCM8YWEm8iyVW9x1bYG/vvBlexujnDl3IM5e9aYrFw3mypLAlTasKIxXbJkZopCPJFkX2uMZBYWkqkqf1lax0+fWs+wmjIWXHgUM0YPzEKU2RNwZyv6cQKKMX5kycz4XjYTWXMkzs2PruGptbs44aAhXPeRGQz02dT70qBQbcOKxnSLJTPja9F40ilRlYWRxfW7mrjqwRVs3dfGF0+ewqfeO8F3uy5XlgaoKrXb1cZ0V07HMERkjoisE5ENInJlhuMiIj9zj78mIkemHdskIitE5FURWZrLOI0/ReKJrJWoemT5Ni65aymtkQS/PO9ILjp+oq8SWTAAtRVBS2TG9FDOemYiEgR+CZwG1AFLRORhVV2ddtpcYKr7OBa4zf2ackqmhdum7wvHEjS2xXpdNDgcS/CDJ9bx99e2c9SEQdw4f4bvSlOVhZxhRT8lV2NSRGQccA8wEkgCC1T1p+3OORn4G5CqGPWgqt6QxzBzOsx4DLDBLYGFiPwJmA+kJ7P5wD3ultsviEitiIxS1e05jMv4XDiWoKGt99u4bN7TylUPrmDD281cfPxEPnvSZF/dhwoGoLrUJnkY34sD31DVZSJSA7wsIovbdUwA/qOqZxQgPiC3yWwMsCXtdR0H9ro6OmcMsB1nN+snRUSBX6vqgkwfIiKXApcClJaWZidyUzCt0ThN4Xivr/PUmp1879E1hILCjz95OMdPGZqF6LLHptybYuF2Lra7z5tEZA3O/9Ptk1lB5TKZZfopbT9q1Nk5J6jqNhEZDiwWkbWq+sy7TnaS3AKAqqqqbG5lZfKsJRKnOdK7RBZLJPnZU+u5f2kdM0YP4Oaz38PIgf4pWFMSFKpLg1bl3vhJqN28hAWddB4mArOAFzMcfq+ILAe2AVeo6qqsR9qJXCazOmBc2uuxOH9IT+eoaurrLhFZiDNs+a5kZvqGpnCM1mjvCgZvb2jj6oUrWbWtkU8ePY4vf+AgSoL+GMILiDNTsaLEJngY34mr6uyuThKRauAB4HJVbV/qcBkwQVWbRWQe8BDOXIi8yeVP+hJgqohMEpFS4Bzg4XbnPAxc6M5qPA5oUNXtIlLljs0iIlXA6cDKHMZqCiQaT7K3JdrrRPZ/G3Zz4Z0vsXF3CzefPZOvnzbNN4msPBSktiJkicwULXenlAeAe1X1wfbHVbVRVZvd548BJSKS17H9nPXMVDUuIpcBTwBB4E5VXSUin3eP3w48BswDNgCtwMVu8xHAQvd+Qgj4o6ouylWsJv+i8SQtkXivq97vbo5wz/Nv8eclW5g6vJqbP/oexg+uzFKUvRMQoaY8RHlJkJZ6G1Y0xUmc/4h/C6xR1R91cM5IYKeqqogcg9NR2pPHMBHN5j7zBVZVVaUtLS2FDsN0IpZI0hzufRLbvLeVe194i0dXbCeRVOYfMYbLPziVcp/0fipLg1SXvbNx5rZt7UfYTa6MHj260CEUFRFpVdWqTo6fCPwHWIEzNR/gv4Hx4HRM3I7LF3BmPrYBX1fV53IaePs4LZmZfIglnJ5YJN67JLZmeyP3PP8WT6/dRUkwwBmHjeK8Y8czzie9sVBAGFBR8q4hTktm+WPJrHu6SmbFwspZmZyKJ5K0RBK92g1aVVmyaR/3PL+JJZv2UV0W4sLjJ/DJ2eN8swBagOryEJWl9iNlTCHYT57JiWwksURSeXrtLu554S3W7WhiaHUpl33gIM6eNYbqMv9865aHglSXh3y1INuY/sY//yOYPiGRVJojccKxniexSDzBo69t594XN1O3r43xgyv573kHM3fmKF9VyygJBqgpD/lm1qQx/ZklM5MViaTSEo0TjiZ6XE+xKRzjgWVb+fOSLextiTJj9AAuO+UgTpo2zFe9nmBAqC4L+WayiTHGkpnphWRSiSaSRGJJIvGeJ7HtDW389eU6Hly2ldZoguMmD+ZTx03gqAmDfFXuSQSqy+y+mDF+ZD+VplviiSSReJJoPNmj6fWJpPLG280s31LPa3UNvFbXwI7GMAGBUw8ZwaeOm8D0kTU5iLznBKgsC1FVGvRVcjXGvMOSmelSJJ4gGneSWCLZvf5XazTOqq2NLK+rZ3ldAyu3Nuyv9jGsuozDxg7k3GPG8b6pwxgzqCIX4fdKeYmzXsxPw5zGmHezZGbe5YDhw0SiW5tj7mwMuz0uJ3lt2NlMQhUBpgyvZu7MkRw2tpbDxg5k1MBy3/Z0ykIBqstChGxyhzFFwZKZAd4ZPozEk8Q8Dh+2ROKs39XM6zuaWLnNGTLc3hAGoLwkwIzRA7nw+AkcMa6WmaMHUl1e+G+3HTt2dno8FICq0iCJUIDWPMVkjOm9wv/vYvJKVYknlXhCiSeTxBNKLJnssve1pznC6zubWbezifU7m1i3s4m6vW37J32khgzPOXoch4+rZerw6qLq1QTdJFbmo6n/xhjvLJn1YfFE0klcSd3/vKt7XklVtu5r4/WdTfuT1+s7mtjTEt1/zpjaCqaOqGbezFFMG1nD9BE1DK0u9e2QYUdEoDQolIUClAal6OI3xrzDklkfkEw6vatEUoklnMSVSGqnU+Wj8SQ7GsNsb2hje32YN95u5vWdzby+s2n/BI1gQJg0tIrjJg9h6ohqpo+oYeqIamrKS/LzB8uBgEBpSCgLBiixBGZMn2HJrIh0Z4iwfbLa3uA+bwizvT7M7ubIAcmuoiTo9LbeM4ppI6qZNqKGycOqKAsV/8LgYMDpfZWFgiSqijcRG2M6ZsnMp5xeltPDSiWt9CHCRFLZ2RhmW30bdfva3pWs3m6OHHC9oAgjBpYxamAFx04ezKiB5YyurWDUwHJGDixneE15n5p+XhIMuAksUFT37owxPWPJrMCS7j2thDtUmOp1qUJbNMHW+jbnsa+Nun2tbKsPU1ffyvb6MPG05NZZsho1sIKhNaWEAj37T10AESEgzoaTAREkkHrufAVQBUVRde69aeo9VfeY+37aedkiuAmsxOmB9aXEbIzpmiWzPEgND4ZjCVoiCVoicVqicVoicdpiCdqiCd5ujrgJ653klT7pApxSSmMGVTBteA2nTB/OmNoKxg6qYHRtBcMHlHlOVpKWlAICghAIpCUqOTBRBXKYGNITXaZjGdtkeC8UsPtfxvRnlsx6aG9LlLU7Glm3w5n1V98apTWa2J+c2mIJwu7zcDxBONZ19QwBhg8oY0xtBccfNISxtZWMGVTBmNoKxgyqYGDFu+/3BDz0mPKVmHpC3OTZwdF8hmKMKWKWzLoQjiVYv7N5f+Jat7OJtTuaeLvpnXtStZUlDKsuo6wkSHlJgNqKEkYOLKMsFKS8JEi5O/mgrCRAqXsfp7wkeMDXYTXOEGFpKICIM2y4v/fkJqhg4J1eU9CHickYPyjkrt59dZdrEZkD/BQIAneo6i3tjot7fB7QCnxaVZflM0ZLZq5EUnlrTwvrdjjJyulxNbFpTwupDlVZKMDUEdWcNHUYB4+sYfrIGg4eWcOwmrIeDXElk0pSlaS+M/Rn93qMMX4iIkHgl8BpQB2wREQeVtXVaafNBaa6j2OB29yvedPvk1kskeT/3fYcr+9sIhxzyjiJwMQhVUwfUcNHDh/NdDdxTRxSldVkEwgIARtKM8b42zHABlV9E0BE/gTMB9KT2XzgHnVudL8gIrUiMkpVt+cryH6fzEqCASYPreLoiYP397SmDq+horT411cZY4wHIRFZmvZ6gaouSHs9BtiS9rqOd/e6Mp0zBrBklk8/OWdWoUMwxphCiavq7E6OZxo+aj+bzcs5OWWrSY0xxnSmDhiX9nos0H6WjZdzcsqSmTHGmM4sAaaKyCQRKQXOAR5ud87DwIXiOA5oyOf9MrBhRmOMMZ1Q1biIXAY8gTM1/05VXSUin3eP3w48hjMtfwPO1PyL8x2ndFRloRhVVVVpS0tLocMwPlbINUim7yvGdWYi0qqqVYWOo7dy2jPrzUK7rtqa4mUJxRiTbTm7Z5a20G4ucChwrogc2u609IV2l+IstPPa1hhjjAFyOwFk/0I7VY0CqYV26fYvtFPVF4BaERnlsa0xxhgD5HaYsTcL7by0Nb1kw33GmL4il8msNwvtPC/AE5FLcYYoAVRE2jxHeKAQEO9h21zya1zg39gsru7za2wWV/d1N7aKXAWST7lMZr1ZaFfqoS0AbtmVBZmOdYeILO1iFXxB+DUu8G9sFlf3+TU2i6v7/BxbLuXynllvFtp5aWuMMcYAOeyZ9WahXUdtcxWrMcaY4pbTdWaq+hhOwkp/7/a05wp8yWvbHOv1UGWO+DUu8G9sFlf3+TU2i6v7/BxbzvSpCiDGGGP6Jys0bIwxpuj1+2QmInNEZJ2IbBCRKwsdT4qIjBORp0VkjYisEpGvFjqmdCISFJFXROTvhY4lxd3d9q8istb9e3tvoWNKEZGvuf+OK0XkPhEpL1Acd4rILhFZmfbeYBFZLCLr3a+DfBTbD9x/z9dEZKGI1PohrrRjV4iIishQv8QlIl92/09bJSK35juuQunXycznZbPiwDdU9RDgOOBLPooN4KvAmkIH0c5PgUWqejBwOD6JT0TGAF8BZqvqTJxJTecUKJy7gDnt3rsSeEpVpwJPua8L4S7eHdtiYKaqHga8DlyV76DIHBciMg44Ddic74Bcd9EuLhE5Bada0mGqOgP4YQHiKoh+nczwcdksVd2eKrqsqk04/zGPKWxUDhEZC3wYuKPQsaSIyADgJOC3AKoaVdX6ggZ1oBBQISIhoJI8b1yYoqrPAHvbvT0fuNt9fjdwVj5jSskUm6o+qaqpBcAv4Kw5LXhcrh8D3yLPOyqndBDXF4BbVDXinrMr74EVSH9PZh2V0/IVEZkIzAJeLHAoKT/B+SFOFjiOdJOBt4HfucOfd4iIL7a1UNWtOL8hbwa246ynfLKwUR1gRGojRffr8ALH05HPAI8XOggAETkT2KqqywsdSzvTgPeJyIsi8m8RObrQAeVLf09mnstmFYqIVAMPAJeraqMP4jkD2KWqLxc6lnZCwJHAbao6C2ihcMNlB3DvQc0HJgGjgSoRuaCwURUXEbkaZ+j9Xh/EUglcDVxb6FgyCAGDcG5NfBO4391qq8/r78nMS8mtghGREpxEdq+qPljoeFwnAGeKyCacYdkPiMgfChsS4Pxb1qlqqvf6V5zk5gcfBDaq6tuqGgMeBI4vcEzpdrq7VeB+9dXQlIhcBJwBnK/+WEs0BecXk+Xuz8FYYJmIjCxoVI464EF3J5KXcEZP8j45pRD6ezLzbdks97ep3wJrVPVHhY4nRVWvUtWxqjoR5+/rn6pa8F6Gqu4AtojIdPetU4HVBQwp3WbgOBGpdP9dT8Unk1NcDwMXuc8vAv5WwFgO4G7S+23gTFVtLXQ8AKq6QlWHq+pE9+egDjjS/R4stIeADwCIyDScOre7CxlQvvTrZObeWE6VzVoD3O+jslknAJ/C6fm86j7mFToon/sycK+IvAYcAdxc2HAcbm/xr8AyYAXOz11BqjSIyH3A88B0EakTkUuAW4DTRGQ9zuy8guzq3kFsvwBqgMXuz8DtnV4kf3EVXAdx3QlMdqfr/wm4yCe92ZyzCiDGGGOKXr/umRljjOkbLJkZY4wpepbMjDHGFD1LZsYYY4qeJTNjjDFFz5KZ6dNEJOFO6V4lIstF5Osi0un3vYhMFJHzevm514vIFe7zG0Tkg52ce5bPikgbU3QsmZm+rk1Vj3AriJ8GzAOu66LNRKBXySydql6rqv/o5JSzcHZtMMb0kCUz02+4FcQvBS4Tx0QR+Y+ILHMfqRJTt+AUa33V3Yeso/MOICJXu/tI/QOYnvb+XSLyMff5LSKy2t2f64futc4EfuB+3hQR+ayILHF7kg+4tQBT1/mZiDwnIm+mruke+5aIrHDb3OK+N0VEFonIy278B+fgr9UYXwgVOgBj8klV33SHGYfj1CA8TVXDIjIVuA+YjVOg+ApVPQP2F5bNdN5+InIUTnmvWTg/V8uAl9udMxg4GzhYVVVEalW1XkQeBv6uqn91z6tX1d+4z78HXAL83L3MKOBE4GCcMlR/FZG5OL27Y1W11f0ccKqMfF5V14vIscCvcEsdGdPXWDIz/VGqingJ8AsROQJI4GyfkYmX894HLEzVD3QTVHuNQBi4Q0QeBTrapXumm8RqgWqccmspD6lqElgtIiPc9z4I/C712aq6V5zdFo4H/pJWNL2sg88zpuhZMjP9iohMxklIu3Dune3E2ZU6gJNoMvmax/M6rQ2nqnEROQan0PA5OHVBM/WU7gLOUtXlIvJp4OS0Y5H0P07a1/afHQDqVfWIzmIypq+we2am3xCRYcDtwC/c4qsDge1uT+dTQNA9tQmnuG1KR+elewY4W0QqRKQG+EiGz68GBqrqY8DlOMWQM31eDbBdnC2AzvfwR3sS+EzavbXB7t53G0Xk4+57IiKHe7iWMUXJkpnp6ypSU/OBf+D8x/9d99ivgItE5AWcocMW9/3XgLg7meJrnZy3n6ouA/4MvIqzB91/MsRSA/zdrer/b5weHzjVzb8pzg7ZU4Dv4OwqvhhY29UfUFUX4dw/WyoirwJXuIfOBy4RkeXAKpwNQo3pk6xqvjHGmKJnPTNjjDFFz5KZMcaYomfJzBhjTNGzZGaMMaboWTIzxhhT9CyZGWOMKXqWzIwxxhQ9S2bGGGOK3v8H0xWZ+25GUzAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.hist(x_dist, color = 'k', alpha = 0.1, density=True)\n",
    "ax.set_ylabel('Density of data distances')\n",
    "ax.set_xlabel('Data distance')\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "bins = np.linspace(np.min(x_dist), np.max(x_dist), 20)\n",
    "xbins = np.digitize(x_dist, bins = bins)\n",
    "zmean = np.array([np.mean(z_dist[xbins == i]) for i in np.unique(xbins)])\n",
    "zstd = np.array([np.std(z_dist[xbins == i]) for i in np.unique(xbins)])\n",
    "ax2.plot(bins, zmean)\n",
    "ax2.fill_between(bins, zmean-zstd, zmean+zstd, alpha = 0.1)\n",
    "ax2.set_ylabel('Embedding distances')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plotting loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:37.009309Z",
     "start_time": "2021-04-20T16:18:37.006265Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['loss', 'global_correlation_loss', 'umap_loss'])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedder._history.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:37.170844Z",
     "start_time": "2021-04-20T16:18:37.010411Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'global_correlation_loss')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(embedder._history['umap_loss'])\n",
    "ax.set_ylabel('loss')\n",
    "ax.set_xlabel('Epoch')\n",
    "ax2 = ax.twinx()\n",
    "ax2.plot(embedder._history['global_correlation_loss'], color = 'r')\n",
    "ax2.set_ylabel('global_correlation_loss')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Repeat with more global structure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-16T22:12:46.790121Z",
     "start_time": "2020-08-16T22:12:46.759185Z"
    }
   },
   "source": [
    "### create parametric umap model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:18:37.334308Z",
     "start_time": "2021-04-20T16:18:37.172273Z"
    }
   },
   "outputs": [],
   "source": [
    "embedder = ParametricUMAP(\n",
    "    global_correlation_loss_weight = 1.0,\n",
    "    n_epochs=25,\n",
    "    verbose=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:41.316464Z",
     "start_time": "2021-04-20T16:18:37.336327Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ParametricUMAP(global_correlation_loss_weight=1.0,\n",
      "               optimizer=<tensorflow.python.keras.optimizer_v2.adam.Adam object at 0x7f6c35fc4550>)\n",
      "Construct fuzzy simplicial set\n",
      "Tue Apr 20 09:18:37 2021 Finding Nearest Neighbors\n",
      "Tue Apr 20 09:18:37 2021 Building RP forest with 17 trees\n",
      "Tue Apr 20 09:18:38 2021 parallel NN descent for 16 iterations\n",
      "\t 0  /  16\n",
      "\t 1  /  16\n",
      "\t 2  /  16\n",
      "\t 3  /  16\n",
      "\t 4  /  16\n",
      "Tue Apr 20 09:18:40 2021 Finished Nearest Neighbor Search\n",
      "Tue Apr 20 09:18:41 2021 Construct embedding\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/cube/tsainbur/Projects/github_repos/umap/umap/parametric_umap.py:303: UserWarning: Setting tensorflow to run eagerly for global_correlation_loss.\n",
      "  warn(\"Setting tensorflow to run eagerly for global_correlation_loss.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "923/923 [==============================] - 29s 31ms/step - loss: -0.4368 - global_correlation_loss: -0.7290 - umap_loss: 0.2921\n",
      "Epoch 2/10\n",
      "923/923 [==============================] - 31s 33ms/step - loss: -0.5582 - global_correlation_loss: -0.7693 - umap_loss: 0.2110\n",
      "Epoch 3/10\n",
      "923/923 [==============================] - 30s 33ms/step - loss: -0.5634 - global_correlation_loss: -0.7673 - umap_loss: 0.2039\n",
      "Epoch 4/10\n",
      "923/923 [==============================] - 31s 33ms/step - loss: -0.5674 - global_correlation_loss: -0.7681 - umap_loss: 0.2007\n",
      "Epoch 5/10\n",
      "923/923 [==============================] - 30s 33ms/step - loss: -0.5694 - global_correlation_loss: -0.7678 - umap_loss: 0.1983\n",
      "Epoch 6/10\n",
      "923/923 [==============================] - 31s 33ms/step - loss: -0.5731 - global_correlation_loss: -0.7683 - umap_loss: 0.1952\n",
      "Epoch 7/10\n",
      "923/923 [==============================] - 29s 32ms/step - loss: -0.5729 - global_correlation_loss: -0.7668 - umap_loss: 0.1939\n",
      "Epoch 8/10\n",
      "923/923 [==============================] - 27s 29ms/step - loss: -0.5743 - global_correlation_loss: -0.7671 - umap_loss: 0.1928\n",
      "Epoch 9/10\n",
      "923/923 [==============================] - 27s 29ms/step - loss: -0.5753 - global_correlation_loss: -0.7671 - umap_loss: 0.1918\n",
      "Epoch 10/10\n",
      "923/923 [==============================] - 27s 29ms/step - loss: -0.5762 - global_correlation_loss: -0.7665 - umap_loss: 0.1903\n",
      "1875/1875 [==============================] - 1s 700us/step\n",
      "Tue Apr 20 09:23:41 2021 Finished embedding\n"
     ]
    }
   ],
   "source": [
    "embedding = embedder.fit_transform(train_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:41.320944Z",
     "start_time": "2021-04-20T16:23:41.318206Z"
    }
   },
   "outputs": [],
   "source": [
    "embedding = embedder.embedding_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:41.333978Z",
     "start_time": "2021-04-20T16:23:41.322198Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:42.030074Z",
     "start_time": "2021-04-20T16:23:41.335861Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots( figsize=(8, 8))\n",
    "sc = ax.scatter(\n",
    "    embedding[:, 0],\n",
    "    embedding[:, 1],\n",
    "    c=Y_train.astype(int)[:len(embedding)],\n",
    "    cmap=\"tab10\",\n",
    "    s=0.1,\n",
    "    alpha=0.5,\n",
    "    rasterized=True,\n",
    ")\n",
    "ax.axis('equal')\n",
    "ax.set_title(\"UMAP in Tensorflow embedding\", fontsize=20)\n",
    "plt.colorbar(sc, ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### measure at global structure as correlation of pairwise distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:42.034001Z",
     "start_time": "2021-04-20T16:23:42.031484Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.stats\n",
    "import sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:42.102863Z",
     "start_time": "2021-04-20T16:23:42.035302Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r^2=0.7568037641794829, p=0.0\n"
     ]
    }
   ],
   "source": [
    "nex = 1000\n",
    "sample1 = np.random.randint(len(train_images), size=nex)\n",
    "sample2 = np.random.randint(len(train_images), size=nex)\n",
    "x1 = train_images[sample1]\n",
    "x2 = train_images[sample2]\n",
    "z1 = embedding[sample1]\n",
    "z2 = embedding[sample2]\n",
    "x_dist = sklearn.metrics.pairwise_distances(x1, x2).flatten()\n",
    "\n",
    "z_dist = sklearn.metrics.pairwise_distances(z1, z2).flatten()\n",
    "\n",
    "corr, p = scipy.stats.pearsonr(x_dist, z_dist)\n",
    "print(\"r^2={}, p={}\".format(corr, p))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:42.166921Z",
     "start_time": "2021-04-20T16:23:42.104323Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "        18, 19, 20]),\n",
       " 20)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(xbins), len(np.unique(xbins))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:42.550229Z",
     "start_time": "2021-04-20T16:23:42.168253Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Embedding distances')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.hist(x_dist, color = 'k', alpha = 0.1, density=True)\n",
    "ax.set_ylabel('Density of data distances')\n",
    "ax.set_xlabel('Data distance')\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "bins = np.linspace(np.min(x_dist), np.max(x_dist), 20)\n",
    "xbins = np.digitize(x_dist, bins = bins)\n",
    "zmean = np.array([np.mean(z_dist[xbins == i]) for i in np.unique(xbins)])\n",
    "zstd = np.array([np.std(z_dist[xbins == i]) for i in np.unique(xbins)])\n",
    "ax2.plot(np.unique(xbins), zmean)\n",
    "ax2.fill_between(np.unique(xbins), zmean-zstd, zmean+zstd, alpha = 0.1)\n",
    "ax2.set_ylabel('Embedding distances')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plotting loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:42.554788Z",
     "start_time": "2021-04-20T16:23:42.551644Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['loss', 'global_correlation_loss', 'umap_loss'])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedder._history.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-20T16:23:42.728721Z",
     "start_time": "2021-04-20T16:23:42.555982Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'global_correlation_loss')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(embedder._history['umap_loss'])\n",
    "ax.set_ylabel('umap_loss')\n",
    "ax.set_xlabel('Epoch')\n",
    "ax2 = ax.twinx()\n",
    "ax2.plot(embedder._history['global_correlation_loss'], color = 'r')\n",
    "ax2.set_ylabel('global_correlation_loss')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:umap_dev_new]",
   "language": "python",
   "name": "conda-env-umap_dev_new-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
